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- Add `popularity` property to SourceItem base class (default 1.0) - Override in ForumPost with karma-based calculation: - Uses KARMA_REFERENCES dict mapping URL patterns to reference values - LessWrong: 100 (90th percentile from actual data) - Reference karma gives popularity=2.0, caps at 2.5 - Add apply_popularity_boost() to search pipeline - POPULARITY_BOOST = 0.02 (2% score adjustment per popularity unit) - Add comprehensive tests for popularity boost 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>